Data Profiling Report

Basic Statistics

Raw Counts

Name	Value
Rows	499,990
Columns	38
Discrete columns	4
Continuous columns	34
All missing columns	0
Missing observations	823,492
Complete Rows	465,156
Total observations	18,999,620
Memory allocation	137.3 Mb

Percentages

Data Structure

Missing Data Profile

Univariate Distribution

Histogram

Bar Chart (with frequency)

QQ Plot

## Warning: Removed 466 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 466 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 585 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 585 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 601 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 601 rows containing non-finite values (`stat_qq_line()`).

## Warning: Removed 486 rows containing non-finite values (`stat_qq()`).

## Warning: Removed 486 rows containing non-finite values (`stat_qq_line()`).

Correlation Analysis

## 1 features with more than 20 categories ignored!
## Ethnicity.0.0: 22 categories

Principal Component Analysis